{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing PulP solver\n",
    "from pulp import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the Demand points\n",
    "demand_points=['Port of Mersin','Port of Jebel Ali']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Port of Mersin', 'Port of Jebel Ali']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demand_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the Supply Points\n",
    "supply_points=['Port of Vienna','Port of Antwerp','Port of Shanghai','Port of Hamburg_Czeck','Port of Marseille','Port of Hamburg_Germany','Port of Hong Kong','Port of Budapest','Port of Jawaharlal Nehru','Port of Gioia Tauro','Port of Nagoya','Port of Busan','Penang Port','Port of Manzanillo','Port of Rotterdam','Port of Gdansk','Port of Vladivostok','Port of Novorossiysk','Port of St. Petersburg','Port of Algeciras','Port of Bangkok','Port of Mersin','Port of Immingham','Port of New York','Port of Los Angeles','Port of Saigon']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Port of Vienna',\n",
       " 'Port of Antwerp',\n",
       " 'Port of Shanghai',\n",
       " 'Port of Hamburg_Czeck',\n",
       " 'Port of Marseille',\n",
       " 'Port of Hamburg_Germany',\n",
       " 'Port of Hong Kong',\n",
       " 'Port of Budapest',\n",
       " 'Port of Jawaharlal Nehru',\n",
       " 'Port of Gioia Tauro',\n",
       " 'Port of Nagoya',\n",
       " 'Port of Busan',\n",
       " 'Penang Port',\n",
       " 'Port of Manzanillo',\n",
       " 'Port of Rotterdam',\n",
       " 'Port of Gdansk',\n",
       " 'Port of Vladivostok',\n",
       " 'Port of Novorossiysk',\n",
       " 'Port of St. Petersburg',\n",
       " 'Port of Algeciras',\n",
       " 'Port of Bangkok',\n",
       " 'Port of Mersin',\n",
       " 'Port of Immingham',\n",
       " 'Port of New York',\n",
       " 'Port of Los Angeles',\n",
       " 'Port of Saigon']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supply_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the distances\n",
    "distance = dict(zip(supply_points,[dict(zip(demand_points, [2142,5475])),\n",
    "dict(zip(demand_points, [3664,6938])),\n",
    "dict(zip(demand_points, [8546,6627])),\n",
    "dict(zip(demand_points, [4032,7306])),\n",
    "dict(zip(demand_points, [1806,5080])),\n",
    "dict(zip(demand_points, [4032,7306])),\n",
    "dict(zip(demand_points, [7685,5766])),\n",
    "dict(zip(demand_points, [2028,5360])),\n",
    "dict(zip(demand_points, [3720,1335])),\n",
    "dict(zip(demand_points, [1091,4366])),\n",
    "dict(zip(demand_points, [9424,7505])),\n",
    "dict(zip(demand_points, [9062,7143])),\n",
    "dict(zip(demand_points, [5520,3601])),\n",
    "dict(zip(demand_points, [9516,12790])),\n",
    "dict(zip(demand_points, [3755,7029])),\n",
    "dict(zip(demand_points, [4751,8025])),\n",
    "dict(zip(demand_points, [9645,7727])),\n",
    "dict(zip(demand_points, [1552,4885])),\n",
    "dict(zip(demand_points, [5258,8532])),\n",
    "dict(zip(demand_points, [2102,5377])),\n",
    "dict(zip(demand_points, [6766,4847])),\n",
    "dict(zip(demand_points, [0,3576])),\n",
    "dict(zip(demand_points, [3804,7080])),\n",
    "dict(zip(demand_points, [5617,8918])),\n",
    "dict(zip(demand_points, [11024,11116])),\n",
    "dict(zip(demand_points, [6628,4709]))]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Port of Vienna': {'Port of Mersin': 2142, 'Port of Jebel Ali': 5475},\n",
       " 'Port of Antwerp': {'Port of Mersin': 3664, 'Port of Jebel Ali': 6938},\n",
       " 'Port of Shanghai': {'Port of Mersin': 8546, 'Port of Jebel Ali': 6627},\n",
       " 'Port of Hamburg_Czeck': {'Port of Mersin': 4032, 'Port of Jebel Ali': 7306},\n",
       " 'Port of Marseille': {'Port of Mersin': 1806, 'Port of Jebel Ali': 5080},\n",
       " 'Port of Hamburg_Germany': {'Port of Mersin': 4032,\n",
       "  'Port of Jebel Ali': 7306},\n",
       " 'Port of Hong Kong': {'Port of Mersin': 7685, 'Port of Jebel Ali': 5766},\n",
       " 'Port of Budapest': {'Port of Mersin': 2028, 'Port of Jebel Ali': 5360},\n",
       " 'Port of Jawaharlal Nehru': {'Port of Mersin': 3720,\n",
       "  'Port of Jebel Ali': 1335},\n",
       " 'Port of Gioia Tauro': {'Port of Mersin': 1091, 'Port of Jebel Ali': 4366},\n",
       " 'Port of Nagoya': {'Port of Mersin': 9424, 'Port of Jebel Ali': 7505},\n",
       " 'Port of Busan': {'Port of Mersin': 9062, 'Port of Jebel Ali': 7143},\n",
       " 'Penang Port': {'Port of Mersin': 5520, 'Port of Jebel Ali': 3601},\n",
       " 'Port of Manzanillo': {'Port of Mersin': 9516, 'Port of Jebel Ali': 12790},\n",
       " 'Port of Rotterdam': {'Port of Mersin': 3755, 'Port of Jebel Ali': 7029},\n",
       " 'Port of Gdansk': {'Port of Mersin': 4751, 'Port of Jebel Ali': 8025},\n",
       " 'Port of Vladivostok': {'Port of Mersin': 9645, 'Port of Jebel Ali': 7727},\n",
       " 'Port of Novorossiysk': {'Port of Mersin': 1552, 'Port of Jebel Ali': 4885},\n",
       " 'Port of St. Petersburg': {'Port of Mersin': 5258, 'Port of Jebel Ali': 8532},\n",
       " 'Port of Algeciras': {'Port of Mersin': 2102, 'Port of Jebel Ali': 5377},\n",
       " 'Port of Bangkok': {'Port of Mersin': 6766, 'Port of Jebel Ali': 4847},\n",
       " 'Port of Mersin': {'Port of Mersin': 0, 'Port of Jebel Ali': 3576},\n",
       " 'Port of Immingham': {'Port of Mersin': 3804, 'Port of Jebel Ali': 7080},\n",
       " 'Port of New York': {'Port of Mersin': 5617, 'Port of Jebel Ali': 8918},\n",
       " 'Port of Los Angeles': {'Port of Mersin': 11024, 'Port of Jebel Ali': 11116},\n",
       " 'Port of Saigon': {'Port of Mersin': 6628, 'Port of Jebel Ali': 4709}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the Glass Demand\n",
    "glass_demand=dict(zip(demand_points, [35878870.91,41256358.47]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Port of Mersin': 35878870.91, 'Port of Jebel Ali': 41256358.47}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "glass_demand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the Glass Supply\n",
    "glass_supply=dict(zip(supply_points, [897756.3973,3142147.3790,16877820.2100,2513717.9040,4039903.7740,9785544.6960,3788531.9830,1346634.5910,1256858.9520,3411474.2980,4039903.7740,1975064.0670,1526185.8700,1975064.0670,1705737.1490,3052371.7400,498472.9915,243131.0679,245927.9741,1615961.5090,1077307.6730,1256858.9520,1795512.7880,4708260.2780,3281771.6290,1077307.6730])) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Port of Vienna': 897756.3973,\n",
       " 'Port of Antwerp': 3142147.379,\n",
       " 'Port of Shanghai': 16877820.21,\n",
       " 'Port of Hamburg_Czeck': 2513717.904,\n",
       " 'Port of Marseille': 4039903.774,\n",
       " 'Port of Hamburg_Germany': 9785544.696,\n",
       " 'Port of Hong Kong': 3788531.983,\n",
       " 'Port of Budapest': 1346634.591,\n",
       " 'Port of Jawaharlal Nehru': 1256858.952,\n",
       " 'Port of Gioia Tauro': 3411474.298,\n",
       " 'Port of Nagoya': 4039903.774,\n",
       " 'Port of Busan': 1975064.067,\n",
       " 'Penang Port': 1526185.87,\n",
       " 'Port of Manzanillo': 1975064.067,\n",
       " 'Port of Rotterdam': 1705737.149,\n",
       " 'Port of Gdansk': 3052371.74,\n",
       " 'Port of Vladivostok': 498472.9915,\n",
       " 'Port of Novorossiysk': 243131.0679,\n",
       " 'Port of St. Petersburg': 245927.9741,\n",
       " 'Port of Algeciras': 1615961.509,\n",
       " 'Port of Bangkok': 1077307.673,\n",
       " 'Port of Mersin': 1256858.952,\n",
       " 'Port of Immingham': 1795512.788,\n",
       " 'Port of New York': 4708260.278,\n",
       " 'Port of Los Angeles': 3281771.629,\n",
       " 'Port of Saigon': 1077307.673}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "glass_supply"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set Problem Variables\n",
    "prob = LpProblem(\"Transportation\", LpMinimize)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "None\n",
       "VARIABLES"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set Problem Variables\n",
    "routes = [(i,j) for i in supply_points for j in demand_points]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Port of Vienna', 'Port of Mersin'),\n",
       " ('Port of Vienna', 'Port of Jebel Ali'),\n",
       " ('Port of Antwerp', 'Port of Mersin'),\n",
       " ('Port of Antwerp', 'Port of Jebel Ali'),\n",
       " ('Port of Shanghai', 'Port of Mersin'),\n",
       " ('Port of Shanghai', 'Port of Jebel Ali'),\n",
       " ('Port of Hamburg_Czeck', 'Port of Mersin'),\n",
       " ('Port of Hamburg_Czeck', 'Port of Jebel Ali'),\n",
       " ('Port of Marseille', 'Port of Mersin'),\n",
       " ('Port of Marseille', 'Port of Jebel Ali'),\n",
       " ('Port of Hamburg_Germany', 'Port of Mersin'),\n",
       " ('Port of Hamburg_Germany', 'Port of Jebel Ali'),\n",
       " ('Port of Hong Kong', 'Port of Mersin'),\n",
       " ('Port of Hong Kong', 'Port of Jebel Ali'),\n",
       " ('Port of Budapest', 'Port of Mersin'),\n",
       " ('Port of Budapest', 'Port of Jebel Ali'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Mersin'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Jebel Ali'),\n",
       " ('Port of Gioia Tauro', 'Port of Mersin'),\n",
       " ('Port of Gioia Tauro', 'Port of Jebel Ali'),\n",
       " ('Port of Nagoya', 'Port of Mersin'),\n",
       " ('Port of Nagoya', 'Port of Jebel Ali'),\n",
       " ('Port of Busan', 'Port of Mersin'),\n",
       " ('Port of Busan', 'Port of Jebel Ali'),\n",
       " ('Penang Port', 'Port of Mersin'),\n",
       " ('Penang Port', 'Port of Jebel Ali'),\n",
       " ('Port of Manzanillo', 'Port of Mersin'),\n",
       " ('Port of Manzanillo', 'Port of Jebel Ali'),\n",
       " ('Port of Rotterdam', 'Port of Mersin'),\n",
       " ('Port of Rotterdam', 'Port of Jebel Ali'),\n",
       " ('Port of Gdansk', 'Port of Mersin'),\n",
       " ('Port of Gdansk', 'Port of Jebel Ali'),\n",
       " ('Port of Vladivostok', 'Port of Mersin'),\n",
       " ('Port of Vladivostok', 'Port of Jebel Ali'),\n",
       " ('Port of Novorossiysk', 'Port of Mersin'),\n",
       " ('Port of Novorossiysk', 'Port of Jebel Ali'),\n",
       " ('Port of St. Petersburg', 'Port of Mersin'),\n",
       " ('Port of St. Petersburg', 'Port of Jebel Ali'),\n",
       " ('Port of Algeciras', 'Port of Mersin'),\n",
       " ('Port of Algeciras', 'Port of Jebel Ali'),\n",
       " ('Port of Bangkok', 'Port of Mersin'),\n",
       " ('Port of Bangkok', 'Port of Jebel Ali'),\n",
       " ('Port of Mersin', 'Port of Mersin'),\n",
       " ('Port of Mersin', 'Port of Jebel Ali'),\n",
       " ('Port of Immingham', 'Port of Mersin'),\n",
       " ('Port of Immingham', 'Port of Jebel Ali'),\n",
       " ('Port of New York', 'Port of Mersin'),\n",
       " ('Port of New York', 'Port of Jebel Ali'),\n",
       " ('Port of Los Angeles', 'Port of Mersin'),\n",
       " ('Port of Los Angeles', 'Port of Jebel Ali'),\n",
       " ('Port of Saigon', 'Port of Mersin'),\n",
       " ('Port of Saigon', 'Port of Jebel Ali')]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "routes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Decision Variables\n",
    "X = LpVariable.dicts(\"ShipmentAmount\",(supply_points, demand_points),0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Port of Vienna': {'Port of Mersin': ShipmentAmount_Port_of_Vienna_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Vienna_Port_of_Jebel_Ali},\n",
       " 'Port of Antwerp': {'Port of Mersin': ShipmentAmount_Port_of_Antwerp_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Antwerp_Port_of_Jebel_Ali},\n",
       " 'Port of Shanghai': {'Port of Mersin': ShipmentAmount_Port_of_Shanghai_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali},\n",
       " 'Port of Hamburg_Czeck': {'Port of Mersin': ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Jebel_Ali},\n",
       " 'Port of Marseille': {'Port of Mersin': ShipmentAmount_Port_of_Marseille_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali},\n",
       " 'Port of Hamburg_Germany': {'Port of Mersin': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali},\n",
       " 'Port of Hong Kong': {'Port of Mersin': ShipmentAmount_Port_of_Hong_Kong_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Hong_Kong_Port_of_Jebel_Ali},\n",
       " 'Port of Budapest': {'Port of Mersin': ShipmentAmount_Port_of_Budapest_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali},\n",
       " 'Port of Jawaharlal Nehru': {'Port of Mersin': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali},\n",
       " 'Port of Gioia Tauro': {'Port of Mersin': ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Jebel_Ali},\n",
       " 'Port of Nagoya': {'Port of Mersin': ShipmentAmount_Port_of_Nagoya_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali},\n",
       " 'Port of Busan': {'Port of Mersin': ShipmentAmount_Port_of_Busan_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali},\n",
       " 'Penang Port': {'Port of Mersin': ShipmentAmount_Penang_Port_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Penang_Port_Port_of_Jebel_Ali},\n",
       " 'Port of Manzanillo': {'Port of Mersin': ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali},\n",
       " 'Port of Rotterdam': {'Port of Mersin': ShipmentAmount_Port_of_Rotterdam_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Rotterdam_Port_of_Jebel_Ali},\n",
       " 'Port of Gdansk': {'Port of Mersin': ShipmentAmount_Port_of_Gdansk_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Gdansk_Port_of_Jebel_Ali},\n",
       " 'Port of Vladivostok': {'Port of Mersin': ShipmentAmount_Port_of_Vladivostok_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Vladivostok_Port_of_Jebel_Ali},\n",
       " 'Port of Novorossiysk': {'Port of Mersin': ShipmentAmount_Port_of_Novorossiysk_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Novorossiysk_Port_of_Jebel_Ali},\n",
       " 'Port of St. Petersburg': {'Port of Mersin': ShipmentAmount_Port_of_St._Petersburg_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_St._Petersburg_Port_of_Jebel_Ali},\n",
       " 'Port of Algeciras': {'Port of Mersin': ShipmentAmount_Port_of_Algeciras_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Algeciras_Port_of_Jebel_Ali},\n",
       " 'Port of Bangkok': {'Port of Mersin': ShipmentAmount_Port_of_Bangkok_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali},\n",
       " 'Port of Mersin': {'Port of Mersin': ShipmentAmount_Port_of_Mersin_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali},\n",
       " 'Port of Immingham': {'Port of Mersin': ShipmentAmount_Port_of_Immingham_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali},\n",
       " 'Port of New York': {'Port of Mersin': ShipmentAmount_Port_of_New_York_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali},\n",
       " 'Port of Los Angeles': {'Port of Mersin': ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali},\n",
       " 'Port of Saigon': {'Port of Mersin': ShipmentAmount_Port_of_Saigon_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali}}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Objective Function\n",
    "prob += sum(X[i][j]*distance[i][j] for (i,j) in routes)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "3601*ShipmentAmount_Penang_Port_Port_of_Jebel_Ali + 5520*ShipmentAmount_Penang_Port_Port_of_Mersin + 5377*ShipmentAmount_Port_of_Algeciras_Port_of_Jebel_Ali + 2102*ShipmentAmount_Port_of_Algeciras_Port_of_Mersin + 6938*ShipmentAmount_Port_of_Antwerp_Port_of_Jebel_Ali + 3664*ShipmentAmount_Port_of_Antwerp_Port_of_Mersin + 4847*ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali + 6766*ShipmentAmount_Port_of_Bangkok_Port_of_Mersin + 5360*ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali + 2028*ShipmentAmount_Port_of_Budapest_Port_of_Mersin + 7143*ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali + 9062*ShipmentAmount_Port_of_Busan_Port_of_Mersin + 8025*ShipmentAmount_Port_of_Gdansk_Port_of_Jebel_Ali + 4751*ShipmentAmount_Port_of_Gdansk_Port_of_Mersin + 4366*ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Jebel_Ali + 1091*ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Mersin + 7306*ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Jebel_Ali + 4032*ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Mersin + 7306*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali + 4032*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin + 5766*ShipmentAmount_Port_of_Hong_Kong_Port_of_Jebel_Ali + 7685*ShipmentAmount_Port_of_Hong_Kong_Port_of_Mersin + 7080*ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali + 3804*ShipmentAmount_Port_of_Immingham_Port_of_Mersin + 1335*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali + 3720*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin + 11116*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali + 11024*ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin + 12790*ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali + 9516*ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin + 5080*ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali + 1806*ShipmentAmount_Port_of_Marseille_Port_of_Mersin + 3576*ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali + 7505*ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali + 9424*ShipmentAmount_Port_of_Nagoya_Port_of_Mersin + 8918*ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali + 5617*ShipmentAmount_Port_of_New_York_Port_of_Mersin + 4885*ShipmentAmount_Port_of_Novorossiysk_Port_of_Jebel_Ali + 1552*ShipmentAmount_Port_of_Novorossiysk_Port_of_Mersin + 7029*ShipmentAmount_Port_of_Rotterdam_Port_of_Jebel_Ali + 3755*ShipmentAmount_Port_of_Rotterdam_Port_of_Mersin + 4709*ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali + 6628*ShipmentAmount_Port_of_Saigon_Port_of_Mersin + 6627*ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali + 8546*ShipmentAmount_Port_of_Shanghai_Port_of_Mersin + 8532*ShipmentAmount_Port_of_St._Petersburg_Port_of_Jebel_Ali + 5258*ShipmentAmount_Port_of_St._Petersburg_Port_of_Mersin + 5475*ShipmentAmount_Port_of_Vienna_Port_of_Jebel_Ali + 2142*ShipmentAmount_Port_of_Vienna_Port_of_Mersin + 7727*ShipmentAmount_Port_of_Vladivostok_Port_of_Jebel_Ali + 9645*ShipmentAmount_Port_of_Vladivostok_Port_of_Mersin + 0\n",
       "VARIABLES\n",
       "ShipmentAmount_Penang_Port_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Algeciras_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Algeciras_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Antwerp_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Antwerp_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Gdansk_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Gdansk_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hong_Kong_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hong_Kong_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Novorossiysk_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Novorossiysk_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Rotterdam_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Rotterdam_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_St._Petersburg_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_St._Petersburg_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Vienna_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Vienna_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Vladivostok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Vladivostok_Port_of_Mersin Continuous"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "3601*ShipmentAmount_Penang_Port_Port_of_Jebel_Ali + 5520*ShipmentAmount_Penang_Port_Port_of_Mersin + 5377*ShipmentAmount_Port_of_Algeciras_Port_of_Jebel_Ali + 2102*ShipmentAmount_Port_of_Algeciras_Port_of_Mersin + 6938*ShipmentAmount_Port_of_Antwerp_Port_of_Jebel_Ali + 3664*ShipmentAmount_Port_of_Antwerp_Port_of_Mersin + 4847*ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali + 6766*ShipmentAmount_Port_of_Bangkok_Port_of_Mersin + 5360*ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali + 2028*ShipmentAmount_Port_of_Budapest_Port_of_Mersin + 7143*ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali + 9062*ShipmentAmount_Port_of_Busan_Port_of_Mersin + 8025*ShipmentAmount_Port_of_Gdansk_Port_of_Jebel_Ali + 4751*ShipmentAmount_Port_of_Gdansk_Port_of_Mersin + 4366*ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Jebel_Ali + 1091*ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Mersin + 7306*ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Jebel_Ali + 4032*ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Mersin + 7306*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali + 4032*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin + 5766*ShipmentAmount_Port_of_Hong_Kong_Port_of_Jebel_Ali + 7685*ShipmentAmount_Port_of_Hong_Kong_Port_of_Mersin + 7080*ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali + 3804*ShipmentAmount_Port_of_Immingham_Port_of_Mersin + 1335*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali + 3720*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin + 11116*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali + 11024*ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin + 12790*ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali + 9516*ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin + 5080*ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali + 1806*ShipmentAmount_Port_of_Marseille_Port_of_Mersin + 3576*ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali + 7505*ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali + 9424*ShipmentAmount_Port_of_Nagoya_Port_of_Mersin + 8918*ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali + 5617*ShipmentAmount_Port_of_New_York_Port_of_Mersin + 4885*ShipmentAmount_Port_of_Novorossiysk_Port_of_Jebel_Ali + 1552*ShipmentAmount_Port_of_Novorossiysk_Port_of_Mersin + 7029*ShipmentAmount_Port_of_Rotterdam_Port_of_Jebel_Ali + 3755*ShipmentAmount_Port_of_Rotterdam_Port_of_Mersin + 4709*ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali + 6628*ShipmentAmount_Port_of_Saigon_Port_of_Mersin + 6627*ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali + 8546*ShipmentAmount_Port_of_Shanghai_Port_of_Mersin + 8532*ShipmentAmount_Port_of_St._Petersburg_Port_of_Jebel_Ali + 5258*ShipmentAmount_Port_of_St._Petersburg_Port_of_Mersin + 5475*ShipmentAmount_Port_of_Vienna_Port_of_Jebel_Ali + 2142*ShipmentAmount_Port_of_Vienna_Port_of_Mersin + 7727*ShipmentAmount_Port_of_Vladivostok_Port_of_Jebel_Ali + 9645*ShipmentAmount_Port_of_Vladivostok_Port_of_Mersin + 0\n",
       "SUBJECT TO\n",
       "_C1: ShipmentAmount_Penang_Port_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Algeciras_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Antwerp_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Gdansk_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Hong_Kong_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Novorossiysk_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Rotterdam_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_St._Petersburg_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Vienna_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Vladivostok_Port_of_Mersin >= 35878870.91\n",
       "\n",
       "_C2: ShipmentAmount_Penang_Port_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Algeciras_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Antwerp_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Gdansk_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hong_Kong_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Novorossiysk_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Rotterdam_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_St._Petersburg_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Vienna_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Vladivostok_Port_of_Jebel_Ali >= 41256358.47\n",
       "\n",
       "VARIABLES\n",
       "ShipmentAmount_Penang_Port_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Algeciras_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Algeciras_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Antwerp_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Antwerp_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Gdansk_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Gdansk_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hong_Kong_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hong_Kong_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Novorossiysk_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Novorossiysk_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Rotterdam_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Rotterdam_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_St._Petersburg_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_St._Petersburg_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Vienna_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Vienna_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Vladivostok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Vladivostok_Port_of_Mersin Continuous"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Constraints\n",
    "for j in demand_points:\n",
    "    prob += sum(X[i][j] for i in supply_points) >= glass_demand[j]\n",
    "    \n",
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "3601*ShipmentAmount_Penang_Port_Port_of_Jebel_Ali + 5520*ShipmentAmount_Penang_Port_Port_of_Mersin + 5377*ShipmentAmount_Port_of_Algeciras_Port_of_Jebel_Ali + 2102*ShipmentAmount_Port_of_Algeciras_Port_of_Mersin + 6938*ShipmentAmount_Port_of_Antwerp_Port_of_Jebel_Ali + 3664*ShipmentAmount_Port_of_Antwerp_Port_of_Mersin + 4847*ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali + 6766*ShipmentAmount_Port_of_Bangkok_Port_of_Mersin + 5360*ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali + 2028*ShipmentAmount_Port_of_Budapest_Port_of_Mersin + 7143*ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali + 9062*ShipmentAmount_Port_of_Busan_Port_of_Mersin + 8025*ShipmentAmount_Port_of_Gdansk_Port_of_Jebel_Ali + 4751*ShipmentAmount_Port_of_Gdansk_Port_of_Mersin + 4366*ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Jebel_Ali + 1091*ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Mersin + 7306*ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Jebel_Ali + 4032*ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Mersin + 7306*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali + 4032*ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin + 5766*ShipmentAmount_Port_of_Hong_Kong_Port_of_Jebel_Ali + 7685*ShipmentAmount_Port_of_Hong_Kong_Port_of_Mersin + 7080*ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali + 3804*ShipmentAmount_Port_of_Immingham_Port_of_Mersin + 1335*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali + 3720*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin + 11116*ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali + 11024*ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin + 12790*ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali + 9516*ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin + 5080*ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali + 1806*ShipmentAmount_Port_of_Marseille_Port_of_Mersin + 3576*ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali + 7505*ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali + 9424*ShipmentAmount_Port_of_Nagoya_Port_of_Mersin + 8918*ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali + 5617*ShipmentAmount_Port_of_New_York_Port_of_Mersin + 4885*ShipmentAmount_Port_of_Novorossiysk_Port_of_Jebel_Ali + 1552*ShipmentAmount_Port_of_Novorossiysk_Port_of_Mersin + 7029*ShipmentAmount_Port_of_Rotterdam_Port_of_Jebel_Ali + 3755*ShipmentAmount_Port_of_Rotterdam_Port_of_Mersin + 4709*ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali + 6628*ShipmentAmount_Port_of_Saigon_Port_of_Mersin + 6627*ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali + 8546*ShipmentAmount_Port_of_Shanghai_Port_of_Mersin + 8532*ShipmentAmount_Port_of_St._Petersburg_Port_of_Jebel_Ali + 5258*ShipmentAmount_Port_of_St._Petersburg_Port_of_Mersin + 5475*ShipmentAmount_Port_of_Vienna_Port_of_Jebel_Ali + 2142*ShipmentAmount_Port_of_Vienna_Port_of_Mersin + 7727*ShipmentAmount_Port_of_Vladivostok_Port_of_Jebel_Ali + 9645*ShipmentAmount_Port_of_Vladivostok_Port_of_Mersin + 0\n",
       "SUBJECT TO\n",
       "_C1: ShipmentAmount_Penang_Port_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Algeciras_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Antwerp_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Gdansk_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Hong_Kong_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Novorossiysk_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Rotterdam_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_St._Petersburg_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Vienna_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Vladivostok_Port_of_Mersin >= 35878870.91\n",
       "\n",
       "_C2: ShipmentAmount_Penang_Port_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Algeciras_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Antwerp_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Gdansk_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hong_Kong_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Novorossiysk_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Rotterdam_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_St._Petersburg_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Vienna_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Vladivostok_Port_of_Jebel_Ali >= 41256358.47\n",
       "\n",
       "_C3: ShipmentAmount_Port_of_Vienna_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Vienna_Port_of_Mersin = 897756.3973\n",
       "\n",
       "_C4: ShipmentAmount_Port_of_Antwerp_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Antwerp_Port_of_Mersin = 3142147.379\n",
       "\n",
       "_C5: ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mersin = 16877820.21\n",
       "\n",
       "_C6: ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Mersin = 2513717.904\n",
       "\n",
       "_C7: ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Marseille_Port_of_Mersin = 4039903.774\n",
       "\n",
       "_C8: ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin = 9785544.696\n",
       "\n",
       "_C9: ShipmentAmount_Port_of_Hong_Kong_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Hong_Kong_Port_of_Mersin = 3788531.983\n",
       "\n",
       "_C10: ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Budapest_Port_of_Mersin = 1346634.591\n",
       "\n",
       "_C11: ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin = 1256858.952\n",
       "\n",
       "_C12: ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Mersin = 3411474.298\n",
       "\n",
       "_C13: ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Nagoya_Port_of_Mersin = 4039903.774\n",
       "\n",
       "_C14: ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Busan_Port_of_Mersin = 1975064.067\n",
       "\n",
       "_C15: ShipmentAmount_Penang_Port_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Penang_Port_Port_of_Mersin = 1526185.87\n",
       "\n",
       "_C16: ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin = 1975064.067\n",
       "\n",
       "_C17: ShipmentAmount_Port_of_Rotterdam_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Rotterdam_Port_of_Mersin = 1705737.149\n",
       "\n",
       "_C18: ShipmentAmount_Port_of_Gdansk_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Gdansk_Port_of_Mersin = 3052371.74\n",
       "\n",
       "_C19: ShipmentAmount_Port_of_Vladivostok_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Vladivostok_Port_of_Mersin = 498472.9915\n",
       "\n",
       "_C20: ShipmentAmount_Port_of_Novorossiysk_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Novorossiysk_Port_of_Mersin = 243131.0679\n",
       "\n",
       "_C21: ShipmentAmount_Port_of_St._Petersburg_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_St._Petersburg_Port_of_Mersin = 245927.9741\n",
       "\n",
       "_C22: ShipmentAmount_Port_of_Algeciras_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Algeciras_Port_of_Mersin = 1615961.509\n",
       "\n",
       "_C23: ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Mersin = 1077307.673\n",
       "\n",
       "_C24: ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Mersin_Port_of_Mersin = 1256858.952\n",
       "\n",
       "_C25: ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Immingham_Port_of_Mersin = 1795512.788\n",
       "\n",
       "_C26: ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_New_York_Port_of_Mersin = 4708260.278\n",
       "\n",
       "_C27: ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin = 3281771.629\n",
       "\n",
       "_C28: ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Mersin = 1077307.673\n",
       "\n",
       "VARIABLES\n",
       "ShipmentAmount_Penang_Port_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Algeciras_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Algeciras_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Antwerp_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Antwerp_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Budapest_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Busan_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Gdansk_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Gdansk_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Hong_Kong_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Hong_Kong_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Immingham_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Los_Angeles_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Marseille_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Mersin_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Nagoya_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_New_York_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Novorossiysk_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Novorossiysk_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Rotterdam_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Rotterdam_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_St._Petersburg_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_St._Petersburg_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Vienna_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Vienna_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Vladivostok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Vladivostok_Port_of_Mersin Continuous"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Constraints\n",
    "for i in supply_points:\n",
    "    prob += sum(X[i][j] for j in demand_points) == glass_supply[i]\n",
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Status: Optimal\n",
      "ShipmentAmount_Penang_Port_Port_of_Jebel_Ali = 1526185.9\n",
      "ShipmentAmount_Port_of_Algeciras_Port_of_Mersin = 1615961.5\n",
      "ShipmentAmount_Port_of_Antwerp_Port_of_Jebel_Ali = 3142147.4\n",
      "ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali = 1077307.7\n",
      "ShipmentAmount_Port_of_Budapest_Port_of_Mersin = 1346634.6\n",
      "ShipmentAmount_Port_of_Busan_Port_of_Jebel_Ali = 1975064.1\n",
      "ShipmentAmount_Port_of_Gdansk_Port_of_Jebel_Ali = 2714986.3\n",
      "ShipmentAmount_Port_of_Gdansk_Port_of_Mersin = 337385.47\n",
      "ShipmentAmount_Port_of_Gioia_Tauro_Port_of_Mersin = 3411474.3\n",
      "ShipmentAmount_Port_of_Hamburg_Czeck_Port_of_Mersin = 2513717.9\n",
      "ShipmentAmount_Port_of_Hamburg_Germany_Port_of_Mersin = 9785544.7\n",
      "ShipmentAmount_Port_of_Hong_Kong_Port_of_Jebel_Ali = 3788532.0\n",
      "ShipmentAmount_Port_of_Immingham_Port_of_Mersin = 1795512.8\n",
      "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali = 1256859.0\n",
      "ShipmentAmount_Port_of_Los_Angeles_Port_of_Jebel_Ali = 3281771.6\n",
      "ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin = 1975064.1\n",
      "ShipmentAmount_Port_of_Marseille_Port_of_Mersin = 4039903.8\n",
      "ShipmentAmount_Port_of_Mersin_Port_of_Mersin = 1256859.0\n",
      "ShipmentAmount_Port_of_Nagoya_Port_of_Jebel_Ali = 4039903.8\n",
      "ShipmentAmount_Port_of_New_York_Port_of_Mersin = 4708260.3\n",
      "ShipmentAmount_Port_of_Novorossiysk_Port_of_Mersin = 243131.07\n",
      "ShipmentAmount_Port_of_Rotterdam_Port_of_Mersin = 1705737.1\n",
      "ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali = 1077307.7\n",
      "ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali = 16877820.0\n",
      "ShipmentAmount_Port_of_St._Petersburg_Port_of_Mersin = 245927.97\n",
      "ShipmentAmount_Port_of_Vienna_Port_of_Mersin = 897756.4\n",
      "ShipmentAmount_Port_of_Vladivostok_Port_of_Jebel_Ali = 498472.99\n",
      "Total kilogram_miles = 409918522142.59985\n"
     ]
    }
   ],
   "source": [
    "prob.solve()\n",
    "\n",
    "print(\"Status:\", LpStatus[prob.status])\n",
    "\n",
    "for v in prob.variables():\n",
    "    if v.varValue > 0:\n",
    "        print(v.name, \"=\", v.varValue)\n",
    "\n",
    "print(\"Total kilogram_miles =\", value(prob.objective))\n"
   ]
  }
 ],
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